Dataset info
| Number of variables | 44 |
|---|---|
| Number of observations | 125972 |
| Missing cells | 0 (0.0%) |
| Duplicate rows | 9 (< 0.1%) |
| Total size in memory | 67.7 MiB |
| Average record size in memory | 563.5 B |
Variables types
| NUM | 29 |
|---|---|
| CAT | 8 |
| BOOL | 7 |
Reproduction info
| Date of analysis | 2020-04-20 19:16:27.333482 |
|---|---|
| Version | pandas-profiling v2.4.0 |
| Command line | pandas_profiling --config_file config.yaml [YOUR_FILE.csv] |
| Download Configuration | config.yaml |
Warnings
| Dataset has 9 (< 0.1%) duplicate rows | Warning |
diff_srv_rate has 76216 (60.5%) zeros | Zeros |
dst_bytes is highly skewed (γ1 = 290.0517595) | Skewed |
dst_bytes has 67966 (54.0%) zeros | Zeros |
dst_host_diff_srv_rate has 46989 (37.3%) zeros | Zeros |
dst_host_rerror_rate has 103178 (81.9%) zeros | Zeros |
dst_host_same_src_port_rate has 63023 (50.0%) zeros | Zeros |
dst_host_same_srv_rate has 6927 (5.5%) zeros | Zeros |
dst_host_serror_rate has 81385 (64.6%) zeros | Zeros |
dst_host_srv_diff_host_rate has 86903 (69.0%) zeros | Zeros |
dst_host_srv_rerror_rate has 106615 (84.6%) zeros | Zeros |
dst_host_srv_serror_rate has 85359 (67.8%) zeros | Zeros |
duration has 115954 (92.0%) zeros | Zeros |
hot has 123301 (97.9%) zeros | Zeros |
num_access_files is highly skewed (γ1 = 45.55478025) | Skewed |
num_access_files has 125601 (99.7%) zeros | Zeros |
num_compromised is highly skewed (γ1 = 250.1068908) | Skewed |
num_compromised has 124686 (99.0%) zeros | Zeros |
num_failed_logins is highly skewed (γ1 = 53.76421073) | Skewed |
num_failed_logins has 125850 (99.9%) zeros | Zeros |
num_file_creations is highly skewed (γ1 = 55.66511972) | Skewed |
num_file_creations has 125685 (99.8%) zeros | Zeros |
num_outbound_cmds has constant value "0" | Rejected |
num_root is highly skewed (γ1 = 236.9127838) | Skewed |
num_root has 125323 (99.5%) zeros | Zeros |
rerror_rate has 109782 (87.1%) zeros | Zeros |
same_srv_rate has 2766 (2.2%) zeros | Zeros |
serror_rate has 86828 (68.9%) zeros | Zeros |
service has a high cardinality: 70 distinct values | Warning |
src_bytes is highly skewed (γ1 = 190.6685901) | Skewed |
src_bytes has 49392 (39.2%) zeros | Zeros |
srv_diff_host_rate has 97573 (77.5%) zeros | Zeros |
srv_rerror_rate has 109766 (87.1%) zeros | Zeros |
srv_serror_rate has 88753 (70.5%) zeros | Zeros |
dst_host_srv_rerror_rate is highly correlated with dst_host_rerror_rate and 2 other fields | High Correlation |
dst_host_rerror_rate is highly correlated with dst_host_srv_rerror_rate and 2 other fields | High Correlation |
dst_host_srv_serror_rate is highly correlated with dst_host_serror_rate and 2 other fields | High Correlation |
dst_host_serror_rate is highly correlated with dst_host_srv_serror_rate and 2 other fields | High Correlation |
num_root is highly correlated with num_compromised | High Correlation |
num_compromised is highly correlated with num_root | High Correlation |
rerror_rate is highly correlated with dst_host_rerror_rate and 2 other fields | High Correlation |
serror_rate is highly correlated with dst_host_serror_rate and 2 other fields | High Correlation |
srv_rerror_rate is highly correlated with dst_host_rerror_rate and 2 other fields | High Correlation |
srv_serror_rate is highly correlated with dst_host_serror_rate and 2 other fields | High Correlation |
service is highly correlated with protocol_type | High Correlation |
protocol_type is highly correlated with service | High Correlation |
Attack_class
Categorical
| Distinct count | 5 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 984.3 KiB |
| normal | |
|---|---|
| DOS | |
| PROBE | 11656 |
| R2L | 995 |
| U2R | 52 |
| Value | Count | Frequency (%) | |
| normal | 67342 | 53.5% | |
| DOS | 45927 | 36.5% | |
| PROBE | 11656 | 9.3% | |
| R2L | 995 | 0.8% | |
| U2R | 52 | < 0.1% |
Composition
| Contains chars | True |
|---|---|
| Contains digits | True |
| Contains whitespace | False |
| Contains non-words | False |
Length
| Max length | 6 |
|---|---|
| Mean length | 4.788794335 |
| Min length | 3 |
Attack_type
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 984.3 KiB |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 67342 | 53.5% | |
| 1 | 58630 | 46.5% |
count
Real number (ℝ≥0)
| Distinct count | 512 |
|---|---|
| Unique (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 84.10820659 |
|---|---|
| Minimum | 0 |
| Maximum | 511 |
| Zeros | 13 |
| Zeros (%) | < 0.1% |
| Memory size | 984.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 14 |
| Q3 | 143 |
| 95-th percentile | 286 |
| Maximum | 511 |
| Range | 511 |
| Interquartile range (IQR) | 141 |
Descriptive statistics
| Standard deviation | 114.5088282 |
|---|---|
| Coefficient of variation (CV) | 1.361446556 |
| Kurtosis | 2.006881181 |
| Mean | 84.10820659 |
| Median Absolute Deviation (MAD) | 93.68954069 |
| Skewness | 1.514263629 |
| Sum | 10595279 |
| Variance | 13112.27173 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[0.000e+00 5.000e-01 1.500e+00 2.500e+00 3.500e+00 ... 4.825e+02 5.075e+02 5.085e+02 5.105e+02 5.110e+02], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 1 | 27763 | 22.0% | |
| 2 | 9473 | 7.5% | |
| 3 | 3962 | 3.1% | |
| 4 | 3550 | 2.8% | |
| 5 | 2980 | 2.4% | |
| 6 | 2413 | 1.9% | |
| 7 | 2325 | 1.8% | |
| 8 | 1902 | 1.5% | |
| 9 | 1712 | 1.4% | |
| 10 | 1610 | 1.3% | |
| Other values (502) | 68282 | 54.2% |
| Value | Count | Frequency (%) | |
| 0 | 13 | < 0.1% | |
| 1 | 27763 | 22.0% | |
| 2 | 9473 | 7.5% | |
| 3 | 3962 | 3.1% | |
| 4 | 3550 | 2.8% |
| Value | Count | Frequency (%) | |
| 511 | 1437 | 1.1% | |
| 510 | 307 | 0.2% | |
| 509 | 243 | 0.2% | |
| 508 | 31 | < 0.1% | |
| 507 | 6 | < 0.1% |
| Distinct count | 95 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.06305313879 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros | 76216 |
| Zeros (%) | 60.5% |
| Memory size | 984.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0.06 |
| 95-th percentile | 0.29 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.06 |
Descriptive statistics
| Standard deviation | 0.1803150357 |
|---|---|
| Coefficient of variation (CV) | 2.859731318 |
| Kurtosis | 18.89929202 |
| Mean | 0.06305313879 |
| Median Absolute Deviation (MAD) | 0.08005656313 |
| Skewness | 4.379796406 |
| Sum | 7942.93 |
| Variance | 0.0325135121 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[0. 0.005 0.015 0.035 0.045 ... 0.935 0.965 0.985 0.995 1. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 76216 | 60.5% | |
| 0.06 | 18998 | 15.1% | |
| 0.07 | 9515 | 7.6% | |
| 0.05 | 6887 | 5.5% | |
| 1 | 3438 | 2.7% | |
| 0.08 | 1883 | 1.5% | |
| 0.01 | 1013 | 0.8% | |
| 0.09 | 645 | 0.5% | |
| 0.04 | 627 | 0.5% | |
| 0.5 | 549 | 0.4% | |
| Other values (85) | 6201 | 4.9% |
| Value | Count | Frequency (%) | |
| 0 | 76216 | 60.5% | |
| 0.01 | 1013 | 0.8% | |
| 0.02 | 264 | 0.2% | |
| 0.03 | 282 | 0.2% | |
| 0.04 | 627 | 0.5% |
| Value | Count | Frequency (%) | |
| 1 | 3438 | 2.7% | |
| 0.99 | 39 | < 0.1% | |
| 0.98 | 6 | < 0.1% | |
| 0.97 | 7 | < 0.1% | |
| 0.96 | 29 | < 0.1% |
| Distinct count | 9326 |
|---|---|
| Unique (%) | 7.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 19779.27143 |
|---|---|
| Minimum | 0 |
| Maximum | 1309937401 |
| Zeros | 67966 |
| Zeros (%) | 54.0% |
| Memory size | 984.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 516 |
| 95-th percentile | 8314 |
| Maximum | 1309937401 |
| Range | 1309937401 |
| Interquartile range (IQR) | 516 |
Descriptive statistics
| Standard deviation | 4021285.112 |
|---|---|
| Coefficient of variation (CV) | 203.3080503 |
| Kurtosis | 90941.01261 |
| Mean | 19779.27143 |
| Median Absolute Deviation (MAD) | 37014.43081 |
| Skewness | 290.0517595 |
| Sum | 2491634381 |
| Variance | 1.617073395e+13 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[0.0000000e+00 5.0000000e-01 2.0000000e+00 3.5000000e+00 4.5000000e+00 ... 5.1306940e+06 5.1507810e+06 5.1511015e+06 5.1546195e+06 1.3099374e+09], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 67966 | 54.0% | |
| 105 | 1497 | 1.2% | |
| 8314 | 888 | 0.7% | |
| 330 | 528 | 0.4% | |
| 331 | 512 | 0.4% | |
| 44 | 511 | 0.4% | |
| 42 | 478 | 0.4% | |
| 328 | 470 | 0.4% | |
| 332 | 469 | 0.4% | |
| 4 | 454 | 0.4% | |
| Other values (9316) | 52199 | 41.4% |
| Value | Count | Frequency (%) | |
| 0 | 67966 | 54.0% | |
| 1 | 22 | < 0.1% | |
| 3 | 1 | < 0.1% | |
| 4 | 454 | 0.4% | |
| 5 | 4 | < 0.1% |
| Value | Count | Frequency (%) | |
| 1309937401 | 1 | < 0.1% | |
| 400291060 | 2 | < 0.1% | |
| 7028652 | 1 | < 0.1% | |
| 5155468 | 1 | < 0.1% | |
| 5153771 | 1 | < 0.1% |
dst_host_count
Real number (ℝ≥0)
| Distinct count | 256 |
|---|---|
| Unique (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 182.1491998 |
|---|---|
| Minimum | 0 |
| Maximum | 255 |
| Zeros | 3 |
| Zeros (%) | < 0.1% |
| Memory size | 984.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 82 |
| median | 255 |
| Q3 | 255 |
| 95-th percentile | 255 |
| Maximum | 255 |
| Range | 255 |
| Interquartile range (IQR) | 173 |
Descriptive statistics
| Standard deviation | 99.20656545 |
|---|---|
| Coefficient of variation (CV) | 0.5446445307 |
| Kurtosis | -1.065776439 |
| Mean | 182.1491998 |
| Median Absolute Deviation (MAD) | 89.49149907 |
| Skewness | -0.8334428596 |
| Sum | 22945699 |
| Variance | 9841.942628 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[ 0. 0.5 1.5 2.5 4.5 ... 130.5 178.5 217.5 254.5 255. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 255 | 74099 | 58.8% | |
| 1 | 3119 | 2.5% | |
| 2 | 2733 | 2.2% | |
| 3 | 1280 | 1.0% | |
| 4 | 1198 | 1.0% | |
| 5 | 723 | 0.6% | |
| 6 | 701 | 0.6% | |
| 7 | 645 | 0.5% | |
| 8 | 595 | 0.5% | |
| 9 | 578 | 0.5% | |
| Other values (246) | 40301 | 32.0% |
| Value | Count | Frequency (%) | |
| 0 | 3 | < 0.1% | |
| 1 | 3119 | 2.5% | |
| 2 | 2733 | 2.2% | |
| 3 | 1280 | 1.0% | |
| 4 | 1198 | 1.0% |
| Value | Count | Frequency (%) | |
| 255 | 74099 | 58.8% | |
| 254 | 70 | 0.1% | |
| 253 | 89 | 0.1% | |
| 252 | 77 | 0.1% | |
| 251 | 90 | 0.1% |
| Distinct count | 101 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.08295152891 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros | 46989 |
| Zeros (%) | 37.3% |
| Memory size | 984.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0.02 |
| Q3 | 0.07 |
| 95-th percentile | 0.56 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.07 |
Descriptive statistics
| Standard deviation | 0.1889224909 |
|---|---|
| Coefficient of variation (CV) | 2.277504626 |
| Kurtosis | 12.6342728 |
| Mean | 0.08295152891 |
| Median Absolute Deviation (MAD) | 0.09559565757 |
| Skewness | 3.609582931 |
| Sum | 10449.57 |
| Variance | 0.03569170755 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[0. 0.005 0.015 0.025 0.035 ... 0.915 0.945 0.975 0.995 1. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 46989 | 37.3% | |
| 0.07 | 16570 | 13.2% | |
| 0.06 | 9787 | 7.8% | |
| 0.01 | 9295 | 7.4% | |
| 0.05 | 7321 | 5.8% | |
| 0.08 | 7001 | 5.6% | |
| 0.02 | 6716 | 5.3% | |
| 0.03 | 3562 | 2.8% | |
| 0.04 | 3091 | 2.5% | |
| 0.09 | 2569 | 2.0% | |
| Other values (91) | 13071 | 10.4% |
| Value | Count | Frequency (%) | |
| 0 | 46989 | 37.3% | |
| 0.01 | 9295 | 7.4% | |
| 0.02 | 6716 | 5.3% | |
| 0.03 | 3562 | 2.8% | |
| 0.04 | 3091 | 2.5% |
| Value | Count | Frequency (%) | |
| 1 | 2139 | 1.7% | |
| 0.99 | 31 | < 0.1% | |
| 0.98 | 35 | < 0.1% | |
| 0.97 | 86 | 0.1% | |
| 0.96 | 63 | 0.1% |
| Distinct count | 101 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1188323596 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros | 103178 |
| Zeros (%) | 81.9% |
| Memory size | 984.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.3065586135 |
|---|---|
| Coefficient of variation (CV) | 2.579757017 |
| Kurtosis | 3.692684133 |
| Mean | 0.1188323596 |
| Median Absolute Deviation (MAD) | 0.2018469686 |
| Skewness | 2.347432672 |
| Sum | 14969.55 |
| Variance | 0.09397818348 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[0. 0.005 0.015 0.025 0.035 ... 0.885 0.925 0.975 0.995 1. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 103178 | 81.9% | |
| 1 | 10298 | 8.2% | |
| 0.01 | 1800 | 1.4% | |
| 0.02 | 1222 | 1.0% | |
| 0.03 | 497 | 0.4% | |
| 0.05 | 408 | 0.3% | |
| 0.04 | 397 | 0.3% | |
| 0.91 | 267 | 0.2% | |
| 0.92 | 257 | 0.2% | |
| 0.89 | 244 | 0.2% | |
| Other values (91) | 7404 | 5.9% |
| Value | Count | Frequency (%) | |
| 0 | 103178 | 81.9% | |
| 0.01 | 1800 | 1.4% | |
| 0.02 | 1222 | 1.0% | |
| 0.03 | 497 | 0.4% | |
| 0.04 | 397 | 0.3% |
| Value | Count | Frequency (%) | |
| 1 | 10298 | 8.2% | |
| 0.99 | 52 | < 0.1% | |
| 0.98 | 68 | 0.1% | |
| 0.97 | 106 | 0.1% | |
| 0.96 | 168 | 0.1% |
| Distinct count | 101 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1483786873 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros | 63023 |
| Zeros (%) | 50.0% |
| Memory size | 984.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0.06 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.06 |
Descriptive statistics
| Standard deviation | 0.3089983508 |
|---|---|
| Coefficient of variation (CV) | 2.08249821 |
| Kurtosis | 2.76236142 |
| Mean | 0.1483786873 |
| Median Absolute Deviation (MAD) | 0.2177552202 |
| Skewness | 2.087032943 |
| Sum | 18691.56 |
| Variance | 0.09547998081 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[0. 0.005 0.015 0.025 0.035 ... 0.815 0.945 0.965 0.995 1. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 63023 | 50.0% | |
| 0.01 | 17657 | 14.0% | |
| 1 | 10307 | 8.2% | |
| 0.02 | 5743 | 4.6% | |
| 0.03 | 3278 | 2.6% | |
| 0.04 | 2096 | 1.7% | |
| 0.05 | 1664 | 1.3% | |
| 0.06 | 1299 | 1.0% | |
| 0.08 | 1086 | 0.9% | |
| 0.5 | 1077 | 0.9% | |
| Other values (91) | 18742 | 14.9% |
| Value | Count | Frequency (%) | |
| 0 | 63023 | 50.0% | |
| 0.01 | 17657 | 14.0% | |
| 0.02 | 5743 | 4.6% | |
| 0.03 | 3278 | 2.6% | |
| 0.04 | 2096 | 1.7% |
| Value | Count | Frequency (%) | |
| 1 | 10307 | 8.2% | |
| 0.99 | 139 | 0.1% | |
| 0.98 | 192 | 0.2% | |
| 0.97 | 145 | 0.1% | |
| 0.96 | 229 | 0.2% |
| Distinct count | 101 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.5212444829 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros | 6927 |
| Zeros (%) | 5.5% |
| Memory size | 984.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.05 |
| median | 0.51 |
| Q3 | 1 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.95 |
Descriptive statistics
| Standard deviation | 0.4489500549 |
|---|---|
| Coefficient of variation (CV) | 0.8613041858 |
| Kurtosis | -1.884046597 |
| Mean | 0.5212444829 |
| Median Absolute Deviation (MAD) | 0.4355818772 |
| Skewness | -0.01046288591 |
| Sum | 65662.21 |
| Variance | 0.2015561518 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[0. 0.005 0.015 0.025 0.035 ... 0.965 0.975 0.985 0.995 1. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 1 | 49059 | 38.9% | |
| 0.01 | 7780 | 6.2% | |
| 0 | 6927 | 5.5% | |
| 0.02 | 6593 | 5.2% | |
| 0.07 | 5672 | 4.5% | |
| 0.04 | 5208 | 4.1% | |
| 0.05 | 4951 | 3.9% | |
| 0.03 | 4049 | 3.2% | |
| 0.06 | 3444 | 2.7% | |
| 0.08 | 2816 | 2.2% | |
| Other values (91) | 29473 | 23.4% |
| Value | Count | Frequency (%) | |
| 0 | 6927 | 5.5% | |
| 0.01 | 7780 | 6.2% | |
| 0.02 | 6593 | 5.2% | |
| 0.03 | 4049 | 3.2% | |
| 0.04 | 5208 | 4.1% |
| Value | Count | Frequency (%) | |
| 1 | 49059 | 38.9% | |
| 0.99 | 688 | 0.5% | |
| 0.98 | 821 | 0.7% | |
| 0.97 | 478 | 0.4% | |
| 0.96 | 675 | 0.5% |
| Distinct count | 101 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.2844547201 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros | 81385 |
| Zeros (%) | 64.6% |
| Memory size | 984.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.4447850937 |
|---|---|
| Coefficient of variation (CV) | 1.563641108 |
| Kurtosis | -1.047019322 |
| Mean | 0.2844547201 |
| Median Absolute Deviation (MAD) | 0.3992369211 |
| Skewness | 0.9659400321 |
| Sum | 35833.33 |
| Variance | 0.1978337796 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[0. 0.005 0.015 0.025 0.035 ... 0.925 0.975 0.985 0.995 1. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 81385 | 64.6% | |
| 1 | 33562 | 26.6% | |
| 0.01 | 3345 | 2.7% | |
| 0.02 | 1158 | 0.9% | |
| 0.03 | 711 | 0.6% | |
| 0.09 | 419 | 0.3% | |
| 0.08 | 413 | 0.3% | |
| 0.04 | 372 | 0.3% | |
| 0.99 | 304 | 0.2% | |
| 0.05 | 298 | 0.2% | |
| Other values (91) | 4005 | 3.2% |
| Value | Count | Frequency (%) | |
| 0 | 81385 | 64.6% | |
| 0.01 | 3345 | 2.7% | |
| 0.02 | 1158 | 0.9% | |
| 0.03 | 711 | 0.6% | |
| 0.04 | 372 | 0.3% |
| Value | Count | Frequency (%) | |
| 1 | 33562 | 26.6% | |
| 0.99 | 304 | 0.2% | |
| 0.98 | 169 | 0.1% | |
| 0.97 | 100 | 0.1% | |
| 0.96 | 102 | 0.1% |
dst_host_srv_count
Real number (ℝ≥0)
| Distinct count | 256 |
|---|---|
| Unique (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 115.6537246 |
|---|---|
| Minimum | 0 |
| Maximum | 255 |
| Zeros | 3 |
| Zeros (%) | < 0.1% |
| Memory size | 984.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 10 |
| median | 63 |
| Q3 | 255 |
| 95-th percentile | 255 |
| Maximum | 255 |
| Range | 255 |
| Interquartile range (IQR) | 245 |
Descriptive statistics
| Standard deviation | 110.7028855 |
|---|---|
| Coefficient of variation (CV) | 0.9571925666 |
| Kurtosis | -1.756342466 |
| Mean | 115.6537246 |
| Median Absolute Deviation (MAD) | 105.1588751 |
| Skewness | 0.2837071842 |
| Sum | 14569131 |
| Variance | 12255.12886 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[ 0. 0.5 1.5 2.5 3.5 ... 251.5 252.5 253.5 254.5 255. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 255 | 35993 | 28.6% | |
| 1 | 8449 | 6.7% | |
| 2 | 5161 | 4.1% | |
| 3 | 2768 | 2.2% | |
| 4 | 2488 | 2.0% | |
| 5 | 2336 | 1.9% | |
| 20 | 2300 | 1.8% | |
| 254 | 2238 | 1.8% | |
| 6 | 2222 | 1.8% | |
| 19 | 2190 | 1.7% | |
| Other values (246) | 59827 | 47.5% |
| Value | Count | Frequency (%) | |
| 0 | 3 | < 0.1% | |
| 1 | 8449 | 6.7% | |
| 2 | 5161 | 4.1% | |
| 3 | 2768 | 2.2% | |
| 4 | 2488 | 2.0% |
| Value | Count | Frequency (%) | |
| 255 | 35993 | 28.6% | |
| 254 | 2238 | 1.8% | |
| 253 | 472 | 0.4% | |
| 252 | 213 | 0.2% | |
| 251 | 402 | 0.3% |
| Distinct count | 75 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.0325427079 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros | 86903 |
| Zeros (%) | 69.0% |
| Memory size | 984.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0.02 |
| 95-th percentile | 0.18 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.02 |
Descriptive statistics
| Standard deviation | 0.1125642143 |
|---|---|
| Coefficient of variation (CV) | 3.458968893 |
| Kurtosis | 35.77292827 |
| Mean | 0.0325427079 |
| Median Absolute Deviation (MAD) | 0.04923154286 |
| Skewness | 5.548151304 |
| Sum | 4099.47 |
| Variance | 0.01267070235 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[0. 0.005 0.015 0.025 0.045 ... 0.685 0.74 0.765 0.985 1. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 86903 | 69.0% | |
| 0.02 | 7952 | 6.3% | |
| 0.01 | 7146 | 5.7% | |
| 0.03 | 4723 | 3.7% | |
| 0.04 | 4518 | 3.6% | |
| 0.05 | 3048 | 2.4% | |
| 0.5 | 1550 | 1.2% | |
| 0.06 | 1330 | 1.1% | |
| 0.07 | 1036 | 0.8% | |
| 0.25 | 951 | 0.8% | |
| Other values (65) | 6815 | 5.4% |
| Value | Count | Frequency (%) | |
| 0 | 86903 | 69.0% | |
| 0.01 | 7146 | 5.7% | |
| 0.02 | 7952 | 6.3% | |
| 0.03 | 4723 | 3.7% | |
| 0.04 | 4518 | 3.6% |
| Value | Count | Frequency (%) | |
| 1 | 691 | 0.5% | |
| 0.97 | 2 | < 0.1% | |
| 0.93 | 1 | < 0.1% | |
| 0.88 | 1 | < 0.1% | |
| 0.86 | 2 | < 0.1% |
| Distinct count | 101 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1202408472 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros | 106615 |
| Zeros (%) | 84.6% |
| Memory size | 984.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.3194604788 |
|---|---|
| Coefficient of variation (CV) | 2.656838224 |
| Kurtosis | 3.520596682 |
| Mean | 0.1202408472 |
| Median Absolute Deviation (MAD) | 0.2085520483 |
| Skewness | 2.337912407 |
| Sum | 15146.98 |
| Variance | 0.1020549975 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[0. 0.005 0.015 0.025 0.055 ... 0.905 0.935 0.975 0.995 1. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 106615 | 84.6% | |
| 1 | 13231 | 10.5% | |
| 0.01 | 1390 | 1.1% | |
| 0.02 | 580 | 0.5% | |
| 0.03 | 352 | 0.3% | |
| 0.05 | 351 | 0.3% | |
| 0.04 | 344 | 0.3% | |
| 0.98 | 189 | 0.2% | |
| 0.99 | 188 | 0.1% | |
| 0.06 | 185 | 0.1% | |
| Other values (91) | 2547 | 2.0% |
| Value | Count | Frequency (%) | |
| 0 | 106615 | 84.6% | |
| 0.01 | 1390 | 1.1% | |
| 0.02 | 580 | 0.5% | |
| 0.03 | 352 | 0.3% | |
| 0.04 | 344 | 0.3% |
| Value | Count | Frequency (%) | |
| 1 | 13231 | 10.5% | |
| 0.99 | 188 | 0.1% | |
| 0.98 | 189 | 0.2% | |
| 0.97 | 103 | 0.1% | |
| 0.96 | 78 | 0.1% |
| Distinct count | 100 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.2784867272 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros | 85359 |
| Zeros (%) | 67.8% |
| Memory size | 984.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.4456702021 |
|---|---|
| Coefficient of variation (CV) | 1.600328341 |
| Kurtosis | -1.00801633 |
| Mean | 0.2784867272 |
| Median Absolute Deviation (MAD) | 0.3988931234 |
| Skewness | 0.991721361 |
| Sum | 35081.53 |
| Variance | 0.1986219291 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[0. 0.005 0.015 0.025 0.045 ... 0.675 0.905 0.955 0.99 1. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 85359 | 67.8% | |
| 1 | 34256 | 27.2% | |
| 0.01 | 3762 | 3.0% | |
| 0.02 | 640 | 0.5% | |
| 0.03 | 160 | 0.1% | |
| 0.04 | 111 | 0.1% | |
| 0.5 | 107 | 0.1% | |
| 0.05 | 76 | 0.1% | |
| 0.08 | 72 | 0.1% | |
| 0.07 | 71 | 0.1% | |
| Other values (90) | 1358 | 1.1% |
| Value | Count | Frequency (%) | |
| 0 | 85359 | 67.8% | |
| 0.01 | 3762 | 3.0% | |
| 0.02 | 640 | 0.5% | |
| 0.03 | 160 | 0.1% | |
| 0.04 | 111 | 0.1% |
| Value | Count | Frequency (%) | |
| 1 | 34256 | 27.2% | |
| 0.98 | 53 | < 0.1% | |
| 0.97 | 56 | < 0.1% | |
| 0.96 | 44 | < 0.1% | |
| 0.95 | 26 | < 0.1% |
| Distinct count | 2981 |
|---|---|
| Unique (%) | 2.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 287.1469295 |
|---|---|
| Minimum | 0 |
| Maximum | 42908 |
| Zeros | 115954 |
| Zeros (%) | 92.0% |
| Memory size | 984.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 4 |
| Maximum | 42908 |
| Range | 42908 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 2604.525522 |
|---|---|
| Coefficient of variation (CV) | 9.070358254 |
| Kurtosis | 156.0755362 |
| Mean | 287.1469295 |
| Median Absolute Deviation (MAD) | 558.129652 |
| Skewness | 11.8801818 |
| Sum | 36172473 |
| Variance | 6783553.195 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[0.0000e+00 5.0000e-01 1.5000e+00 2.5000e+00 3.5000e+00 ... 2.7820e+04 3.0047e+04 3.2294e+04 3.6101e+04 4.2908e+04], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 115954 | 92.0% | |
| 1 | 1989 | 1.6% | |
| 2 | 843 | 0.7% | |
| 3 | 557 | 0.4% | |
| 4 | 351 | 0.3% | |
| 5 | 298 | 0.2% | |
| 27 | 197 | 0.2% | |
| 6 | 193 | 0.2% | |
| 28 | 181 | 0.1% | |
| 7 | 127 | 0.1% | |
| Other values (2971) | 5282 | 4.2% |
| Value | Count | Frequency (%) | |
| 0 | 115954 | 92.0% | |
| 1 | 1989 | 1.6% | |
| 2 | 843 | 0.7% | |
| 3 | 557 | 0.4% | |
| 4 | 351 | 0.3% |
| Value | Count | Frequency (%) | |
| 42908 | 1 | < 0.1% | |
| 42888 | 1 | < 0.1% | |
| 42862 | 1 | < 0.1% | |
| 42837 | 1 | < 0.1% | |
| 42804 | 1 | < 0.1% |
flag
Categorical
| Distinct count | 11 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 984.3 KiB |
| SF | |
|---|---|
| S0 | |
| REJ | 11233 |
| RSTR | 2421 |
| RSTO | 1562 |
| Other values (6) | 961 |
| Value | Count | Frequency (%) | |
| SF | 74944 | 59.5% | |
| S0 | 34851 | 27.7% | |
| REJ | 11233 | 8.9% | |
| RSTR | 2421 | 1.9% | |
| RSTO | 1562 | 1.2% | |
| S1 | 365 | 0.3% | |
| SH | 271 | 0.2% | |
| S2 | 127 | 0.1% | |
| RSTOS0 | 103 | 0.1% | |
| S3 | 49 | < 0.1% |
Composition
| Contains chars | True |
|---|---|
| Contains digits | True |
| Contains whitespace | False |
| Contains non-words | False |
Length
| Max length | 6 |
|---|---|
| Mean length | 2.156042613 |
| Min length | 2 |
| Distinct count | 28 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.2044105039 |
|---|---|
| Minimum | 0 |
| Maximum | 77 |
| Zeros | 123301 |
| Zeros (%) | 97.9% |
| Memory size | 984.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 77 |
| Range | 77 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 2.14997689 |
|---|---|
| Coefficient of variation (CV) | 10.51793743 |
| Kurtosis | 168.0128936 |
| Mean | 0.2044105039 |
| Median Absolute Deviation (MAD) | 0.4001527251 |
| Skewness | 12.58983526 |
| Sum | 25750 |
| Variance | 4.622400628 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[ 0. 0.5 1.5 2.5 3.5 ... 21.5 24.5 26.5 31.5 77. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 123301 | 97.9% | |
| 2 | 1037 | 0.8% | |
| 1 | 369 | 0.3% | |
| 28 | 277 | 0.2% | |
| 30 | 256 | 0.2% | |
| 4 | 173 | 0.1% | |
| 6 | 140 | 0.1% | |
| 5 | 76 | 0.1% | |
| 24 | 68 | 0.1% | |
| 19 | 57 | < 0.1% | |
| Other values (18) | 218 | 0.2% |
| Value | Count | Frequency (%) | |
| 0 | 123301 | 97.9% | |
| 1 | 369 | 0.3% | |
| 2 | 1037 | 0.8% | |
| 3 | 54 | < 0.1% | |
| 4 | 173 | 0.1% |
| Value | Count | Frequency (%) | |
| 77 | 1 | < 0.1% | |
| 44 | 2 | < 0.1% | |
| 33 | 1 | < 0.1% | |
| 30 | 256 | 0.2% | |
| 28 | 277 | 0.2% |
is_guest_login
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 984.3 KiB |
| 0 | |
|---|---|
| 1 | 1187 |
| Value | Count | Frequency (%) | |
| 0 | 124785 | 99.1% | |
| 1 | 1187 | 0.9% |
is_host_login
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 984.3 KiB |
| 0 | |
|---|---|
| 1 | 1 |
| Value | Count | Frequency (%) | |
| 0 | 125971 | > 99.9% | |
| 1 | 1 | < 0.1% |
land
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 984.3 KiB |
| 0 | |
|---|---|
| 1 | 25 |
| Value | Count | Frequency (%) | |
| 0 | 125947 | > 99.9% | |
| 1 | 25 | < 0.1% |
last_flag
Real number (ℝ≥0)
| Distinct count | 22 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 19.50405646 |
|---|---|
| Minimum | 0 |
| Maximum | 21 |
| Zeros | 66 |
| Zeros (%) | 0.1% |
| Memory size | 984.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 15 |
| Q1 | 18 |
| median | 20 |
| Q3 | 21 |
| 95-th percentile | 21 |
| Maximum | 21 |
| Range | 21 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.291511608 |
|---|---|
| Coefficient of variation (CV) | 0.1174889754 |
| Kurtosis | 13.36913405 |
| Mean | 19.50405646 |
| Median Absolute Deviation (MAD) | 1.638019504 |
| Skewness | -2.896759931 |
| Sum | 2456965 |
| Variance | 5.251025451 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[ 0. 0.5 5.5 8.5 10.5 ... 17.5 18.5 19.5 20.5 21. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 21 | 62557 | 49.7% | |
| 18 | 20667 | 16.4% | |
| 20 | 19338 | 15.4% | |
| 19 | 10284 | 8.2% | |
| 15 | 3990 | 3.2% | |
| 17 | 3074 | 2.4% | |
| 16 | 2393 | 1.9% | |
| 12 | 729 | 0.6% | |
| 14 | 674 | 0.5% | |
| 11 | 641 | 0.5% | |
| Other values (12) | 1625 | 1.3% |
| Value | Count | Frequency (%) | |
| 0 | 66 | 0.1% | |
| 1 | 62 | < 0.1% | |
| 2 | 54 | < 0.1% | |
| 3 | 65 | 0.1% | |
| 4 | 79 | 0.1% |
| Value | Count | Frequency (%) | |
| 21 | 62557 | 49.7% | |
| 20 | 19338 | 15.4% | |
| 19 | 10284 | 8.2% | |
| 18 | 20667 | 16.4% | |
| 17 | 3074 | 2.4% |
logged_in
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 984.3 KiB |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 76120 | 60.4% | |
| 1 | 49852 | 39.6% |
| Distinct count | 10 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.00409614835 |
|---|---|
| Minimum | 0 |
| Maximum | 9 |
| Zeros | 125601 |
| Zeros (%) | 99.7% |
| Memory size | 984.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 9 |
| Range | 9 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.09936994949 |
|---|---|
| Coefficient of variation (CV) | 24.25936294 |
| Kurtosis | 2862.781626 |
| Mean | 0.00409614835 |
| Median Absolute Deviation (MAD) | 0.008168169577 |
| Skewness | 45.55478025 |
| Sum | 516 |
| Variance | 0.009874386862 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[0. 0.5 1.5 2.5 9. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 125601 | 99.7% | |
| 1 | 313 | 0.2% | |
| 2 | 29 | < 0.1% | |
| 3 | 8 | < 0.1% | |
| 5 | 6 | < 0.1% | |
| 4 | 5 | < 0.1% | |
| 6 | 4 | < 0.1% | |
| 8 | 3 | < 0.1% | |
| 7 | 2 | < 0.1% | |
| 9 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 0 | 125601 | 99.7% | |
| 1 | 313 | 0.2% | |
| 2 | 29 | < 0.1% | |
| 3 | 8 | < 0.1% | |
| 4 | 5 | < 0.1% |
| Value | Count | Frequency (%) | |
| 9 | 1 | < 0.1% | |
| 8 | 3 | < 0.1% | |
| 7 | 2 | < 0.1% | |
| 6 | 4 | < 0.1% | |
| 5 | 6 | < 0.1% |
| Distinct count | 88 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.2792525323 |
|---|---|
| Minimum | 0 |
| Maximum | 7479 |
| Zeros | 124686 |
| Zeros (%) | 99.0% |
| Memory size | 984.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 7479 |
| Range | 7479 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 23.94213726 |
|---|---|
| Coefficient of variation (CV) | 85.73650904 |
| Kurtosis | 75955.62481 |
| Mean | 0.2792525323 |
| Median Absolute Deviation (MAD) | 0.5528034999 |
| Skewness | 250.1068908 |
| Sum | 35178 |
| Variance | 573.2259366 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[0.000e+00 5.000e-01 1.500e+00 2.500e+00 4.500e+00 6.500e+00 2.250e+01 2.095e+02 9.635e+02 7.479e+03], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 124686 | 99.0% | |
| 1 | 976 | 0.8% | |
| 2 | 98 | 0.1% | |
| 4 | 40 | < 0.1% | |
| 3 | 38 | < 0.1% | |
| 6 | 19 | < 0.1% | |
| 5 | 17 | < 0.1% | |
| 7 | 5 | < 0.1% | |
| 9 | 3 | < 0.1% | |
| 8 | 3 | < 0.1% | |
| Other values (78) | 87 | 0.1% |
| Value | Count | Frequency (%) | |
| 0 | 124686 | 99.0% | |
| 1 | 976 | 0.8% | |
| 2 | 98 | 0.1% | |
| 3 | 38 | < 0.1% | |
| 4 | 40 | < 0.1% |
| Value | Count | Frequency (%) | |
| 7479 | 1 | < 0.1% | |
| 1739 | 1 | < 0.1% | |
| 1043 | 1 | < 0.1% | |
| 884 | 2 | < 0.1% | |
| 809 | 1 | < 0.1% |
| Distinct count | 6 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.001222493888 |
|---|---|
| Minimum | 0 |
| Maximum | 5 |
| Zeros | 125850 |
| Zeros (%) | 99.9% |
| Memory size | 984.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.04523931841 |
|---|---|
| Coefficient of variation (CV) | 37.00576246 |
| Kurtosis | 3869.038558 |
| Mean | 0.001222493888 |
| Median Absolute Deviation (MAD) | 0.00244261988 |
| Skewness | 53.76421073 |
| Sum | 154 |
| Variance | 0.00204659593 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[0. 0.5 1.5 5. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 125850 | 99.9% | |
| 1 | 104 | 0.1% | |
| 2 | 9 | < 0.1% | |
| 3 | 5 | < 0.1% | |
| 4 | 3 | < 0.1% | |
| 5 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 0 | 125850 | 99.9% | |
| 1 | 104 | 0.1% | |
| 2 | 9 | < 0.1% | |
| 3 | 5 | < 0.1% | |
| 4 | 3 | < 0.1% |
| Value | Count | Frequency (%) | |
| 5 | 1 | < 0.1% | |
| 4 | 3 | < 0.1% | |
| 3 | 5 | < 0.1% | |
| 2 | 9 | < 0.1% | |
| 1 | 104 | 0.1% |
| Distinct count | 35 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.01266948211 |
|---|---|
| Minimum | 0 |
| Maximum | 43 |
| Zeros | 125685 |
| Zeros (%) | 99.8% |
| Memory size | 984.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 43 |
| Range | 43 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.4839369889 |
|---|---|
| Coefficient of variation (CV) | 38.19706163 |
| Kurtosis | 3603.28308 |
| Mean | 0.01266948211 |
| Median Absolute Deviation (MAD) | 0.02528123486 |
| Skewness | 55.66511972 |
| Sum | 1596 |
| Variance | 0.2341950092 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[ 0. 0.5 1.5 2.5 4.5 18.5 43. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 125685 | 99.8% | |
| 1 | 151 | 0.1% | |
| 2 | 41 | < 0.1% | |
| 4 | 13 | < 0.1% | |
| 15 | 5 | < 0.1% | |
| 3 | 5 | < 0.1% | |
| 5 | 5 | < 0.1% | |
| 8 | 5 | < 0.1% | |
| 10 | 5 | < 0.1% | |
| 17 | 5 | < 0.1% | |
| Other values (25) | 52 | < 0.1% |
| Value | Count | Frequency (%) | |
| 0 | 125685 | 99.8% | |
| 1 | 151 | 0.1% | |
| 2 | 41 | < 0.1% | |
| 3 | 5 | < 0.1% | |
| 4 | 13 | < 0.1% |
| Value | Count | Frequency (%) | |
| 43 | 1 | < 0.1% | |
| 40 | 3 | < 0.1% | |
| 38 | 1 | < 0.1% | |
| 36 | 1 | < 0.1% | |
| 34 | 1 | < 0.1% |
| Distinct count | 1 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 984.3 KiB |
| 0 |
|---|
| Value | Count | Frequency (%) | |
| 0 | 125972 | 100.0% |
| Distinct count | 82 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.3021941384 |
|---|---|
| Minimum | 0 |
| Maximum | 7468 |
| Zeros | 125323 |
| Zeros (%) | 99.5% |
| Memory size | 984.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 7468 |
| Range | 7468 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 24.39971492 |
|---|---|
| Coefficient of variation (CV) | 80.74185373 |
| Kurtosis | 70069.6526 |
| Mean | 0.3021941384 |
| Median Absolute Deviation (MAD) | 0.6012745055 |
| Skewness | 236.9127838 |
| Sum | 38068 |
| Variance | 595.3460882 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[0.000e+00 5.000e-01 1.500e+00 2.500e+00 5.500e+00 ... 8.500e+00 9.500e+00 2.200e+02 1.019e+03 7.468e+03], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 125323 | 99.5% | |
| 1 | 273 | 0.2% | |
| 9 | 121 | 0.1% | |
| 6 | 99 | 0.1% | |
| 2 | 33 | < 0.1% | |
| 5 | 24 | < 0.1% | |
| 4 | 12 | < 0.1% | |
| 3 | 7 | < 0.1% | |
| 7 | 2 | < 0.1% | |
| 36 | 2 | < 0.1% | |
| Other values (72) | 76 | 0.1% |
| Value | Count | Frequency (%) | |
| 0 | 125323 | 99.5% | |
| 1 | 273 | 0.2% | |
| 2 | 33 | < 0.1% | |
| 3 | 7 | < 0.1% | |
| 4 | 12 | < 0.1% |
| Value | Count | Frequency (%) | |
| 7468 | 1 | < 0.1% | |
| 1743 | 1 | < 0.1% | |
| 1045 | 1 | < 0.1% | |
| 993 | 1 | < 0.1% | |
| 975 | 1 | < 0.1% |
num_shells
Categorical
| Distinct count | 3 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 984.3 KiB |
| 0 | |
|---|---|
| 1 | 42 |
| 2 | 5 |
| Value | Count | Frequency (%) | |
| 0 | 125925 | > 99.9% | |
| 1 | 42 | < 0.1% | |
| 2 | 5 | < 0.1% |
Composition
| Contains chars | False |
|---|---|
| Contains digits | True |
| Contains whitespace | False |
| Contains non-words | False |
Length
| Max length | 1 |
|---|---|
| Mean length | 1 |
| Min length | 1 |
| Distinct count | 3 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 984.3 KiB |
| tcp | |
|---|---|
| udp | 14993 |
| icmp | 8291 |
| Value | Count | Frequency (%) | |
| tcp | 102688 | 81.5% | |
| udp | 14993 | 11.9% | |
| icmp | 8291 | 6.6% |
Composition
| Contains chars | True |
|---|---|
| Contains digits | False |
| Contains whitespace | False |
| Contains non-words | False |
Length
| Max length | 4 |
|---|---|
| Mean length | 3.065816213 |
| Min length | 3 |
| Distinct count | 82 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1199594354 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros | 109782 |
| Zeros (%) | 87.1% |
| Memory size | 984.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.3204366144 |
|---|---|
| Coefficient of variation (CV) | 2.67120809 |
| Kurtosis | 3.445782501 |
| Mean | 0.1199594354 |
| Median Absolute Deviation (MAD) | 0.2096319693 |
| Skewness | 2.325517754 |
| Sum | 15111.53 |
| Variance | 0.1026796238 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[0. 0.005 0.045 0.085 0.175 ... 0.935 0.955 0.965 0.995 1. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 109782 | 87.1% | |
| 1 | 12874 | 10.2% | |
| 0.9 | 269 | 0.2% | |
| 0.92 | 216 | 0.2% | |
| 0.93 | 210 | 0.2% | |
| 0.89 | 196 | 0.2% | |
| 0.91 | 187 | 0.1% | |
| 0.5 | 163 | 0.1% | |
| 0.88 | 141 | 0.1% | |
| 0.95 | 137 | 0.1% | |
| Other values (72) | 1797 | 1.4% |
| Value | Count | Frequency (%) | |
| 0 | 109782 | 87.1% | |
| 0.01 | 61 | < 0.1% | |
| 0.02 | 77 | 0.1% | |
| 0.03 | 99 | 0.1% | |
| 0.04 | 55 | < 0.1% |
| Value | Count | Frequency (%) | |
| 1 | 12874 | 10.2% | |
| 0.99 | 23 | < 0.1% | |
| 0.98 | 17 | < 0.1% | |
| 0.97 | 32 | < 0.1% | |
| 0.96 | 72 | 0.1% |
root_shell
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 984.3 KiB |
| 0 | |
|---|---|
| 1 | 169 |
| Value | Count | Frequency (%) | |
| 0 | 125803 | 99.9% | |
| 1 | 169 | 0.1% |
| Distinct count | 101 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.6609249675 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros | 2766 |
| Zeros (%) | 2.2% |
| Memory size | 984.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.01 |
| Q1 | 0.09 |
| median | 1 |
| Q3 | 1 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.91 |
Descriptive statistics
| Standard deviation | 0.4396235693 |
|---|---|
| Coefficient of variation (CV) | 0.6651641124 |
| Kurtosis | -1.609780542 |
| Mean | 0.6609249675 |
| Median Absolute Deviation (MAD) | 0.4197549313 |
| Skewness | -0.5724865372 |
| Sum | 83258.04 |
| Variance | 0.1932688827 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[0. 0.005 0.015 0.035 0.065 ... 0.965 0.975 0.985 0.995 1. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 1 | 76811 | 61.0% | |
| 0.01 | 4027 | 3.2% | |
| 0.02 | 3616 | 2.9% | |
| 0.03 | 3503 | 2.8% | |
| 0.07 | 3438 | 2.7% | |
| 0.04 | 3227 | 2.6% | |
| 0.06 | 3220 | 2.6% | |
| 0.05 | 3088 | 2.5% | |
| 0.08 | 2815 | 2.2% | |
| 0 | 2766 | 2.2% | |
| Other values (91) | 19461 | 15.4% |
| Value | Count | Frequency (%) | |
| 0 | 2766 | 2.2% | |
| 0.01 | 4027 | 3.2% | |
| 0.02 | 3616 | 2.9% | |
| 0.03 | 3503 | 2.8% | |
| 0.04 | 3227 | 2.6% |
| Value | Count | Frequency (%) | |
| 1 | 76811 | 61.0% | |
| 0.99 | 759 | 0.6% | |
| 0.98 | 97 | 0.1% | |
| 0.97 | 44 | < 0.1% | |
| 0.96 | 16 | < 0.1% |
| Distinct count | 89 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.2844867907 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros | 86828 |
| Zeros (%) | 68.9% |
| Memory size | 984.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.4464566769 |
|---|---|
| Coefficient of variation (CV) | 1.569340621 |
| Kurtosis | -1.054627756 |
| Mean | 0.2844867907 |
| Median Absolute Deviation (MAD) | 0.4010075794 |
| Skewness | 0.9631882247 |
| Sum | 35837.37 |
| Variance | 0.1993235643 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[0. 0.005 0.015 0.025 0.045 ... 0.925 0.965 0.985 0.995 1. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 86828 | 68.9% | |
| 1 | 34439 | 27.3% | |
| 0.5 | 493 | 0.4% | |
| 0.33 | 321 | 0.3% | |
| 0.07 | 305 | 0.2% | |
| 0.06 | 298 | 0.2% | |
| 0.08 | 254 | 0.2% | |
| 0.99 | 250 | 0.2% | |
| 0.01 | 216 | 0.2% | |
| 0.25 | 208 | 0.2% | |
| Other values (79) | 2360 | 1.9% |
| Value | Count | Frequency (%) | |
| 0 | 86828 | 68.9% | |
| 0.01 | 216 | 0.2% | |
| 0.02 | 84 | 0.1% | |
| 0.03 | 150 | 0.1% | |
| 0.04 | 131 | 0.1% |
| Value | Count | Frequency (%) | |
| 1 | 34439 | 27.3% | |
| 0.99 | 250 | 0.2% | |
| 0.98 | 64 | 0.1% | |
| 0.97 | 79 | 0.1% | |
| 0.96 | 41 | < 0.1% |
| Distinct count | 70 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 984.3 KiB |
| http | |
|---|---|
| private | |
| domain_u | |
| smtp | 7313 |
| ftp_data | 6859 |
| Other values (65) |
| Value | Count | Frequency (%) | |
| http | 40338 | 32.0% | |
| private | 21853 | 17.3% | |
| domain_u | 9043 | 7.2% | |
| smtp | 7313 | 5.8% | |
| ftp_data | 6859 | 5.4% | |
| eco_i | 4586 | 3.6% | |
| other | 4359 | 3.5% | |
| ecr_i | 3077 | 2.4% | |
| telnet | 2353 | 1.9% | |
| finger | 1767 | 1.4% | |
| Other values (60) | 24424 | 19.4% |
Composition
| Contains chars | True |
|---|---|
| Contains digits | True |
| Contains whitespace | False |
| Contains non-words | False |
Length
| Max length | 11 |
|---|---|
| Mean length | 5.466429048 |
| Min length | 3 |
| Distinct count | 3341 |
|---|---|
| Unique (%) | 2.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 45567.10082 |
|---|---|
| Minimum | 0 |
| Maximum | 1379963888 |
| Zeros | 49392 |
| Zeros (%) | 39.2% |
| Memory size | 984.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 44 |
| Q3 | 276 |
| 95-th percentile | 1480 |
| Maximum | 1379963888 |
| Range | 1379963888 |
| Interquartile range (IQR) | 276 |
Descriptive statistics
| Standard deviation | 5870354.481 |
|---|---|
| Coefficient of variation (CV) | 128.8287904 |
| Kurtosis | 39353.80883 |
| Mean | 45567.10082 |
| Median Absolute Deviation (MAD) | 89289.66353 |
| Skewness | 190.6685901 |
| Sum | 5740178825 |
| Variance | 3.446106173e+13 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[0.00000000e+00 5.00000000e-01 2.50000000e+00 4.50000000e+00 5.50000000e+00 ... 5.13265000e+06 5.13387650e+06 5.40016300e+06 2.31821480e+07 1.37996389e+09], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 49392 | 39.2% | |
| 8 | 3691 | 2.9% | |
| 1 | 2432 | 1.9% | |
| 44 | 2334 | 1.9% | |
| 45 | 2089 | 1.7% | |
| 1032 | 2001 | 1.6% | |
| 46 | 1294 | 1.0% | |
| 43 | 1284 | 1.0% | |
| 105 | 998 | 0.8% | |
| 147 | 948 | 0.8% | |
| Other values (3331) | 59509 | 47.2% |
| Value | Count | Frequency (%) | |
| 0 | 49392 | 39.2% | |
| 1 | 2432 | 1.9% | |
| 4 | 2 | < 0.1% | |
| 5 | 28 | < 0.1% | |
| 6 | 147 | 0.1% |
| Value | Count | Frequency (%) | |
| 1379963888 | 1 | < 0.1% | |
| 1167519497 | 1 | < 0.1% | |
| 693375640 | 1 | < 0.1% | |
| 621568663 | 1 | < 0.1% | |
| 381709090 | 1 | < 0.1% |
srv_count
Real number (ℝ≥0)
| Distinct count | 509 |
|---|---|
| Unique (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 27.73809259 |
|---|---|
| Minimum | 0 |
| Maximum | 511 |
| Zeros | 13 |
| Zeros (%) | < 0.1% |
| Memory size | 984.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 8 |
| Q3 | 18 |
| 95-th percentile | 158 |
| Maximum | 511 |
| Range | 511 |
| Interquartile range (IQR) | 16 |
Descriptive statistics
| Standard deviation | 72.63609175 |
|---|---|
| Coefficient of variation (CV) | 2.618640467 |
| Kurtosis | 24.24426877 |
| Mean | 27.73809259 |
| Median Absolute Deviation (MAD) | 34.38090015 |
| Skewness | 4.694142224 |
| Sum | 3494223 |
| Variance | 5276.001825 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[0.000e+00 5.000e-01 1.500e+00 2.500e+00 3.500e+00 ... 5.075e+02 5.085e+02 5.095e+02 5.105e+02 5.110e+02], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 1 | 25398 | 20.2% | |
| 2 | 12819 | 10.2% | |
| 3 | 6336 | 5.0% | |
| 4 | 5526 | 4.4% | |
| 5 | 4636 | 3.7% | |
| 6 | 4156 | 3.3% | |
| 7 | 3992 | 3.2% | |
| 8 | 3697 | 2.9% | |
| 9 | 3528 | 2.8% | |
| 11 | 3293 | 2.6% | |
| Other values (499) | 52591 | 41.7% |
| Value | Count | Frequency (%) | |
| 0 | 13 | < 0.1% | |
| 1 | 25398 | 20.2% | |
| 2 | 12819 | 10.2% | |
| 3 | 6336 | 5.0% | |
| 4 | 5526 | 4.4% |
| Value | Count | Frequency (%) | |
| 511 | 1012 | 0.8% | |
| 510 | 160 | 0.1% | |
| 509 | 49 | < 0.1% | |
| 508 | 11 | < 0.1% | |
| 507 | 3 | < 0.1% |
| Distinct count | 60 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.09732242086 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros | 97573 |
| Zeros (%) | 77.5% |
| Memory size | 984.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.2598313847 |
|---|---|
| Coefficient of variation (CV) | 2.669799851 |
| Kurtosis | 6.816217011 |
| Mean | 0.09732242086 |
| Median Absolute Deviation (MAD) | 0.1571148359 |
| Skewness | 2.86033944 |
| Sum | 12259.9 |
| Variance | 0.0675123485 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[0. 0.005 0.015 0.025 0.045 ... 0.775 0.815 0.855 0.94 1. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 97573 | 77.5% | |
| 1 | 8143 | 6.5% | |
| 0.01 | 2865 | 2.3% | |
| 0.5 | 982 | 0.8% | |
| 0.67 | 975 | 0.8% | |
| 0.12 | 904 | 0.7% | |
| 0.33 | 790 | 0.6% | |
| 0.02 | 771 | 0.6% | |
| 0.11 | 732 | 0.6% | |
| 0.25 | 724 | 0.6% | |
| Other values (50) | 11513 | 9.1% |
| Value | Count | Frequency (%) | |
| 0 | 97573 | 77.5% | |
| 0.01 | 2865 | 2.3% | |
| 0.02 | 771 | 0.6% | |
| 0.03 | 218 | 0.2% | |
| 0.04 | 187 | 0.1% |
| Value | Count | Frequency (%) | |
| 1 | 8143 | 6.5% | |
| 0.88 | 1 | < 0.1% | |
| 0.83 | 7 | < 0.1% | |
| 0.8 | 60 | < 0.1% | |
| 0.75 | 235 | 0.2% |
| Distinct count | 62 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1211842314 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros | 109766 |
| Zeros (%) | 87.1% |
| Memory size | 984.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.3236483325 |
|---|---|
| Coefficient of variation (CV) | 2.67071325 |
| Kurtosis | 3.445769583 |
| Mean | 0.1211842314 |
| Median Absolute Deviation (MAD) | 0.211542988 |
| Skewness | 2.327018991 |
| Sum | 15265.82 |
| Variance | 0.1047482431 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[0. 0.005 0.015 0.055 0.125 ... 0.745 0.755 0.895 0.98 1. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 109766 | 87.1% | |
| 1 | 14827 | 11.8% | |
| 0.5 | 244 | 0.2% | |
| 0.33 | 160 | 0.1% | |
| 0.25 | 114 | 0.1% | |
| 0.2 | 92 | 0.1% | |
| 0.17 | 73 | 0.1% | |
| 0.04 | 50 | < 0.1% | |
| 0.03 | 47 | < 0.1% | |
| 0.14 | 45 | < 0.1% | |
| Other values (52) | 554 | 0.4% |
| Value | Count | Frequency (%) | |
| 0 | 109766 | 87.1% | |
| 0.01 | 3 | < 0.1% | |
| 0.02 | 40 | < 0.1% | |
| 0.03 | 47 | < 0.1% | |
| 0.04 | 50 | < 0.1% |
| Value | Count | Frequency (%) | |
| 1 | 14827 | 11.8% | |
| 0.96 | 2 | < 0.1% | |
| 0.95 | 1 | < 0.1% | |
| 0.92 | 2 | < 0.1% | |
| 0.9 | 1 | < 0.1% |
| Distinct count | 86 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.2824876163 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros | 88753 |
| Zeros (%) | 70.5% |
| Memory size | 984.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.4470235641 |
|---|---|
| Coefficient of variation (CV) | 1.582453666 |
| Kurtosis | -1.044317647 |
| Mean | 0.2824876163 |
| Median Absolute Deviation (MAD) | 0.4012191953 |
| Skewness | 0.9705849551 |
| Sum | 35585.53 |
| Variance | 0.1998300669 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[0. 0.005 0.015 0.085 0.125 ... 0.875 0.945 0.955 0.98 1. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 88753 | 70.5% | |
| 1 | 34874 | 27.7% | |
| 0.5 | 432 | 0.3% | |
| 0.33 | 273 | 0.2% | |
| 0.25 | 233 | 0.2% | |
| 0.2 | 132 | 0.1% | |
| 0.17 | 114 | 0.1% | |
| 0.05 | 93 | 0.1% | |
| 0.03 | 92 | 0.1% | |
| 0.04 | 83 | 0.1% | |
| Other values (76) | 893 | 0.7% |
| Value | Count | Frequency (%) | |
| 0 | 88753 | 70.5% | |
| 0.01 | 6 | < 0.1% | |
| 0.02 | 60 | < 0.1% | |
| 0.03 | 92 | 0.1% | |
| 0.04 | 83 | 0.1% |
| Value | Count | Frequency (%) | |
| 1 | 34874 | 27.7% | |
| 0.96 | 1 | < 0.1% | |
| 0.95 | 40 | < 0.1% | |
| 0.94 | 13 | < 0.1% | |
| 0.93 | 8 | < 0.1% |
su_attempted
Categorical
| Distinct count | 3 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 984.3 KiB |
| 0 | |
|---|---|
| 2 | 59 |
| 1 | 21 |
| Value | Count | Frequency (%) | |
| 0 | 125892 | 99.9% | |
| 2 | 59 | < 0.1% | |
| 1 | 21 | < 0.1% |
Composition
| Contains chars | False |
|---|---|
| Contains digits | True |
| Contains whitespace | False |
| Contains non-words | False |
Length
| Max length | 1 |
|---|---|
| Mean length | 1 |
| Min length | 1 |
urgent
Categorical
| Distinct count | 4 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 984.3 KiB |
| 0 | |
|---|---|
| 1 | 5 |
| 2 | 3 |
| 3 | 1 |
| Value | Count | Frequency (%) | |
| 0 | 125963 | > 99.9% | |
| 1 | 5 | < 0.1% | |
| 2 | 3 | < 0.1% | |
| 3 | 1 | < 0.1% |
Composition
| Contains chars | False |
|---|---|
| Contains digits | True |
| Contains whitespace | False |
| Contains non-words | False |
Length
| Max length | 1 |
|---|---|
| Mean length | 1 |
| Min length | 1 |
wrong_fragment
Categorical
| Distinct count | 3 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 984.3 KiB |
| 0 | |
|---|---|
| 3 | 884 |
| 1 | 206 |
| Value | Count | Frequency (%) | |
| 0 | 124882 | 99.1% | |
| 3 | 884 | 0.7% | |
| 1 | 206 | 0.2% |
Composition
| Contains chars | False |
|---|---|
| Contains digits | True |
| Contains whitespace | False |
| Contains non-words | False |
Length
| Max length | 1 |
|---|---|
| Mean length | 1 |
| Min length | 1 |
First rows
| Attack_class | Attack_type | count | diff_srv_rate | dst_bytes | dst_host_count | dst_host_diff_srv_rate | dst_host_rerror_rate | dst_host_same_src_port_rate | dst_host_same_srv_rate | dst_host_serror_rate | dst_host_srv_count | dst_host_srv_diff_host_rate | dst_host_srv_rerror_rate | dst_host_srv_serror_rate | duration | flag | hot | is_guest_login | is_host_login | land | last_flag | logged_in | num_access_files | num_compromised | num_failed_logins | num_file_creations | num_outbound_cmds | num_root | num_shells | protocol_type | rerror_rate | root_shell | same_srv_rate | serror_rate | service | src_bytes | srv_count | srv_diff_host_rate | srv_rerror_rate | srv_serror_rate | su_attempted | urgent | wrong_fragment | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | normal | 0 | 13 | 0.15 | 0 | 255 | 0.60 | 0.0 | 0.88 | 0.00 | 0.00 | 1 | 0.00 | 0.00 | 0.00 | 0 | SF | 0 | 0 | 0 | 0 | 15 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | udp | 0.0 | 0 | 0.08 | 0.0 | other | 146 | 1 | 0.00 | 0.0 | 0.0 | 0 | 0 | 0 |
| 1 | DOS | 1 | 123 | 0.07 | 0 | 255 | 0.05 | 0.0 | 0.00 | 0.10 | 1.00 | 26 | 0.00 | 0.00 | 1.00 | 0 | S0 | 0 | 0 | 0 | 0 | 19 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | tcp | 0.0 | 0 | 0.05 | 1.0 | private | 0 | 6 | 0.00 | 0.0 | 1.0 | 0 | 0 | 0 |
| 2 | normal | 0 | 5 | 0.00 | 8153 | 30 | 0.00 | 0.0 | 0.03 | 1.00 | 0.03 | 255 | 0.04 | 0.01 | 0.01 | 0 | SF | 0 | 0 | 0 | 0 | 21 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | tcp | 0.0 | 0 | 1.00 | 0.2 | http | 232 | 5 | 0.00 | 0.0 | 0.2 | 0 | 0 | 0 |
| 3 | normal | 0 | 30 | 0.00 | 420 | 255 | 0.00 | 0.0 | 0.00 | 1.00 | 0.00 | 255 | 0.00 | 0.00 | 0.00 | 0 | SF | 0 | 0 | 0 | 0 | 21 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | tcp | 0.0 | 0 | 1.00 | 0.0 | http | 199 | 32 | 0.09 | 0.0 | 0.0 | 0 | 0 | 0 |
| 4 | DOS | 1 | 121 | 0.06 | 0 | 255 | 0.07 | 1.0 | 0.00 | 0.07 | 0.00 | 19 | 0.00 | 1.00 | 0.00 | 0 | REJ | 0 | 0 | 0 | 0 | 21 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | tcp | 1.0 | 0 | 0.16 | 0.0 | private | 0 | 19 | 0.00 | 1.0 | 0.0 | 0 | 0 | 0 |
| 5 | DOS | 1 | 166 | 0.06 | 0 | 255 | 0.05 | 0.0 | 0.00 | 0.04 | 1.00 | 9 | 0.00 | 0.00 | 1.00 | 0 | S0 | 0 | 0 | 0 | 0 | 21 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | tcp | 0.0 | 0 | 0.05 | 1.0 | private | 0 | 9 | 0.00 | 0.0 | 1.0 | 0 | 0 | 0 |
| 6 | DOS | 1 | 117 | 0.06 | 0 | 255 | 0.07 | 0.0 | 0.00 | 0.06 | 1.00 | 15 | 0.00 | 0.00 | 1.00 | 0 | S0 | 0 | 0 | 0 | 0 | 21 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | tcp | 0.0 | 0 | 0.14 | 1.0 | private | 0 | 16 | 0.00 | 0.0 | 1.0 | 0 | 0 | 0 |
| 7 | DOS | 1 | 270 | 0.05 | 0 | 255 | 0.05 | 0.0 | 0.00 | 0.09 | 1.00 | 23 | 0.00 | 0.00 | 1.00 | 0 | S0 | 0 | 0 | 0 | 0 | 21 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | tcp | 0.0 | 0 | 0.09 | 1.0 | remote_job | 0 | 23 | 0.00 | 0.0 | 1.0 | 0 | 0 | 0 |
| 8 | DOS | 1 | 133 | 0.06 | 0 | 255 | 0.06 | 0.0 | 0.00 | 0.05 | 1.00 | 13 | 0.00 | 0.00 | 1.00 | 0 | S0 | 0 | 0 | 0 | 0 | 21 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | tcp | 0.0 | 0 | 0.06 | 1.0 | private | 0 | 8 | 0.00 | 0.0 | 1.0 | 0 | 0 | 0 |
| 9 | DOS | 1 | 205 | 0.06 | 0 | 255 | 0.07 | 1.0 | 0.00 | 0.05 | 0.00 | 12 | 0.00 | 1.00 | 0.00 | 0 | REJ | 0 | 0 | 0 | 0 | 21 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | tcp | 1.0 | 0 | 0.06 | 0.0 | private | 0 | 12 | 0.00 | 1.0 | 0.0 | 0 | 0 | 0 |
Last rows
| Attack_class | Attack_type | count | diff_srv_rate | dst_bytes | dst_host_count | dst_host_diff_srv_rate | dst_host_rerror_rate | dst_host_same_src_port_rate | dst_host_same_srv_rate | dst_host_serror_rate | dst_host_srv_count | dst_host_srv_diff_host_rate | dst_host_srv_rerror_rate | dst_host_srv_serror_rate | duration | flag | hot | is_guest_login | is_host_login | land | last_flag | logged_in | num_access_files | num_compromised | num_failed_logins | num_file_creations | num_outbound_cmds | num_root | num_shells | protocol_type | rerror_rate | root_shell | same_srv_rate | serror_rate | service | src_bytes | srv_count | srv_diff_host_rate | srv_rerror_rate | srv_serror_rate | su_attempted | urgent | wrong_fragment | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 125962 | normal | 0 | 3 | 0.00 | 1600 | 255 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 255 | 0.00 | 0.0 | 0.0 | 0 | SF | 0 | 0 | 0 | 0 | 21 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | tcp | 0.0 | 0 | 1.00 | 0.00 | http | 334 | 3 | 0.00 | 0.0 | 0.00 | 0 | 0 | 0 |
| 125963 | DOS | 1 | 128 | 0.05 | 0 | 255 | 0.06 | 0.00 | 0.00 | 0.05 | 1.00 | 12 | 0.00 | 0.0 | 1.0 | 0 | S0 | 0 | 0 | 0 | 0 | 21 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | tcp | 0.0 | 0 | 0.07 | 1.00 | private | 0 | 9 | 0.00 | 0.0 | 1.00 | 0 | 0 | 0 |
| 125964 | normal | 0 | 1 | 0.00 | 365 | 1 | 0.00 | 0.00 | 1.00 | 1.00 | 0.00 | 2 | 1.00 | 0.0 | 0.0 | 0 | SF | 0 | 0 | 0 | 0 | 19 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | tcp | 0.0 | 0 | 1.00 | 0.00 | smtp | 2233 | 1 | 0.00 | 0.0 | 0.00 | 0 | 0 | 0 |
| 125965 | DOS | 1 | 113 | 0.07 | 0 | 255 | 0.07 | 0.00 | 0.00 | 0.05 | 1.00 | 13 | 0.00 | 0.0 | 1.0 | 0 | S0 | 0 | 0 | 0 | 0 | 21 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | tcp | 0.0 | 0 | 0.03 | 1.00 | private | 0 | 3 | 0.00 | 0.0 | 1.00 | 0 | 0 | 0 |
| 125966 | normal | 0 | 3 | 0.00 | 375 | 3 | 0.00 | 0.00 | 0.33 | 1.00 | 0.33 | 255 | 0.04 | 0.0 | 0.0 | 0 | SF | 0 | 0 | 0 | 0 | 18 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | tcp | 0.0 | 0 | 1.00 | 0.33 | http | 359 | 11 | 0.18 | 0.0 | 0.09 | 0 | 0 | 0 |
| 125967 | DOS | 1 | 184 | 0.06 | 0 | 255 | 0.06 | 0.00 | 0.00 | 0.10 | 1.00 | 25 | 0.00 | 0.0 | 1.0 | 0 | S0 | 0 | 0 | 0 | 0 | 20 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | tcp | 0.0 | 0 | 0.14 | 1.00 | private | 0 | 25 | 0.00 | 0.0 | 1.00 | 0 | 0 | 0 |
| 125968 | normal | 0 | 2 | 0.00 | 145 | 255 | 0.01 | 0.00 | 0.01 | 0.96 | 0.00 | 244 | 0.00 | 0.0 | 0.0 | 8 | SF | 0 | 0 | 0 | 0 | 21 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | udp | 0.0 | 0 | 1.00 | 0.00 | private | 105 | 2 | 0.00 | 0.0 | 0.00 | 0 | 0 | 0 |
| 125969 | normal | 0 | 1 | 0.00 | 384 | 255 | 0.06 | 0.01 | 0.00 | 0.12 | 0.72 | 30 | 0.00 | 0.0 | 0.0 | 0 | SF | 0 | 0 | 0 | 0 | 18 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | tcp | 0.0 | 0 | 1.00 | 0.00 | smtp | 2231 | 1 | 0.00 | 0.0 | 0.00 | 0 | 0 | 0 |
| 125970 | DOS | 1 | 144 | 0.05 | 0 | 255 | 0.05 | 0.00 | 0.00 | 0.03 | 1.00 | 8 | 0.00 | 0.0 | 1.0 | 0 | S0 | 0 | 0 | 0 | 0 | 20 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | tcp | 0.0 | 0 | 0.06 | 1.00 | klogin | 0 | 8 | 0.00 | 0.0 | 1.00 | 0 | 0 | 0 |
| 125971 | normal | 0 | 1 | 0.00 | 0 | 255 | 0.03 | 0.00 | 0.30 | 0.30 | 0.00 | 77 | 0.00 | 0.0 | 0.0 | 0 | SF | 0 | 0 | 0 | 0 | 21 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | tcp | 0.0 | 0 | 1.00 | 0.00 | ftp_data | 151 | 1 | 0.00 | 0.0 | 0.00 | 0 | 0 | 0 |